{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from math import sqrt\n",
    "from numpy import concatenate\n",
    "from matplotlib import pyplot\n",
    "from pandas import read_csv\n",
    "from pandas import DataFrame\n",
    "from pandas import concat\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM, GRU\n",
    "import tensorflow as tf\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = read_csv(\"wind.csv\",\n",
    "                   parse_dates={'dt' : ['Time']},\n",
    "                   infer_datetime_format=True, \n",
    "                   index_col= 0,\n",
    "                   na_values=['nan','?'])\n",
    "dataset.fillna(0, inplace=True)\n",
    "values = dataset.values\n",
    "# ensure all data is float\n",
    "values = values.astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>temp(degrees)</th>\n",
       "      <th>dewPoint</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>windSpeed</th>\n",
       "      <th>Month</th>\n",
       "      <th>windspeed45</th>\n",
       "      <th>windspeed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015-01-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>13.177778</td>\n",
       "      <td>41.18</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.27</td>\n",
       "      <td>4.91</td>\n",
       "      <td>1</td>\n",
       "      <td>491</td>\n",
       "      <td>2.194966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>12.572222</td>\n",
       "      <td>40.44</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1015.21</td>\n",
       "      <td>5.80</td>\n",
       "      <td>1</td>\n",
       "      <td>580</td>\n",
       "      <td>2.592832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 02:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>39.44</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.01</td>\n",
       "      <td>6.52</td>\n",
       "      <td>1</td>\n",
       "      <td>652</td>\n",
       "      <td>2.914701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 03:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>39.06</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1014.80</td>\n",
       "      <td>7.00</td>\n",
       "      <td>1</td>\n",
       "      <td>700</td>\n",
       "      <td>3.129280</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Unnamed: 0  temp(degrees)  dewPoint  humidity  pressure  \\\n",
       "dt                                                                             \n",
       "2015-01-01 00:00:00           0      13.177778     41.18      0.58   1015.27   \n",
       "2015-01-01 01:00:00           1      12.572222     40.44      0.59   1015.21   \n",
       "2015-01-01 02:00:00           2      12.050000     39.44      0.58   1015.01   \n",
       "2015-01-01 03:00:00           3      11.666667     39.06      0.59   1014.80   \n",
       "\n",
       "                     windSpeed  Month  windspeed45  windspeed  \n",
       "dt                                                             \n",
       "2015-01-01 00:00:00       4.91      1          491   2.194966  \n",
       "2015-01-01 01:00:00       5.80      1          580   2.592832  \n",
       "2015-01-01 02:00:00       6.52      1          652   2.914701  \n",
       "2015-01-01 03:00:00       7.00      1          700   3.129280  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(columns  = [ 'dewPoint', 'Month', 'windspeed45', 'windSpeed'], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>temp(degrees)</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>windspeed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015-01-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>13.177778</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.27</td>\n",
       "      <td>2.194966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>12.572222</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1015.21</td>\n",
       "      <td>2.592832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 02:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.01</td>\n",
       "      <td>2.914701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 03:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1014.80</td>\n",
       "      <td>3.129280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 04:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>11.450000</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1014.52</td>\n",
       "      <td>3.236570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Unnamed: 0  temp(degrees)  humidity  pressure  windspeed\n",
       "dt                                                                           \n",
       "2015-01-01 00:00:00           0      13.177778      0.58   1015.27   2.194966\n",
       "2015-01-01 01:00:00           1      12.572222      0.59   1015.21   2.592832\n",
       "2015-01-01 02:00:00           2      12.050000      0.58   1015.01   2.914701\n",
       "2015-01-01 03:00:00           3      11.666667      0.59   1014.80   3.129280\n",
       "2015-01-01 04:00:00           4      11.450000      0.62   1014.52   3.236570"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.drop(columns = 'Unnamed: 0', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temp(degrees)</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>windspeed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dt</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2015-01-01 00:00:00</td>\n",
       "      <td>13.177778</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.27</td>\n",
       "      <td>2.194966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 01:00:00</td>\n",
       "      <td>12.572222</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1015.21</td>\n",
       "      <td>2.592832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 02:00:00</td>\n",
       "      <td>12.050000</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1015.01</td>\n",
       "      <td>2.914701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 03:00:00</td>\n",
       "      <td>11.666667</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1014.80</td>\n",
       "      <td>3.129280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2015-01-01 04:00:00</td>\n",
       "      <td>11.450000</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1014.52</td>\n",
       "      <td>3.236570</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     temp(degrees)  humidity  pressure  windspeed\n",
       "dt                                                               \n",
       "2015-01-01 00:00:00      13.177778      0.58   1015.27   2.194966\n",
       "2015-01-01 01:00:00      12.572222      0.59   1015.21   2.592832\n",
       "2015-01-01 02:00:00      12.050000      0.58   1015.01   2.914701\n",
       "2015-01-01 03:00:00      11.666667      0.59   1014.80   3.129280\n",
       "2015-01-01 04:00:00      11.450000      0.62   1014.52   3.236570"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#final dataset\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "values = dataset.values\n",
    "# ensure all data is float\n",
    "values = values.astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalizing input features\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "scaled = scaler.fit_transform(values)\n",
    "scaled =pd.DataFrame(scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.230050</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>0.720556</td>\n",
       "      <td>0.266125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.215052</td>\n",
       "      <td>0.563830</td>\n",
       "      <td>0.718824</td>\n",
       "      <td>0.314363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.202119</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>0.713049</td>\n",
       "      <td>0.353388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.192625</td>\n",
       "      <td>0.563830</td>\n",
       "      <td>0.706987</td>\n",
       "      <td>0.379404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3\n",
       "0  0.230050  0.553191  0.720556  0.266125\n",
       "1  0.215052  0.563830  0.718824  0.314363\n",
       "2  0.202119  0.553191  0.713049  0.353388\n",
       "3  0.192625  0.563830  0.706987  0.379404"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_ts_data(dataset, lookback=1, predicted_col=3):\n",
    "    temp=dataset.copy()\n",
    "    temp[\"id\"]= range(1, len(temp)+1)\n",
    "    temp = temp.iloc[:-lookback, :]\n",
    "    temp.set_index('id', inplace =True)\n",
    "    predicted_value=dataset.copy()\n",
    "    predicted_value = predicted_value.iloc[lookback:,predicted_col]\n",
    "    predicted_value.columns=[\"Predcited\"]\n",
    "    predicted_value= pd.DataFrame(predicted_value)\n",
    "    \n",
    "    predicted_value[\"id\"]= range(1, len(predicted_value)+1)\n",
    "    predicted_value.set_index('id', inplace =True)\n",
    "    final_df= pd.concat([temp, predicted_value], axis=1)\n",
    "    #final_df.columns = ['var1(t-1)', 'var2(t-1)', 'var3(t-1)', 'var4(t-1)', 'var5(t-1)', 'var6(t-1)', 'var7(t-1)', 'var8(t-1)','var1(t)']\n",
    "    #final_df.set_index('Date', inplace=True)\n",
    "    return final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    var1(t-1)  var2(t-1)  var3(t-1)  var4(t-1)  var5(t-1)\n",
      "id                                                       \n",
      "1    0.230050   0.553191   0.720556   0.266125   0.314363\n",
      "2    0.215052   0.563830   0.718824   0.314363   0.353388\n",
      "3    0.202119   0.553191   0.713049   0.353388   0.379404\n",
      "4    0.192625   0.563830   0.706987   0.379404   0.392412\n"
     ]
    }
   ],
   "source": [
    "#We now create the time series dataset with looking back one time step\n",
    "\n",
    "reframed_df= create_ts_data(scaled, 1,3)\n",
    "reframed_df.fillna(0, inplace=True)\n",
    "\n",
    "reframed_df.columns = ['var1(t-1)', 'var2(t-1)', 'var3(t-1)', 'var4(t-1)', 'var5(t-1)',]\n",
    "print(reframed_df.head(4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split into train and test sets\n",
    "values = reframed_df.values\n",
    "training_sample =int( len(dataset) *0.7)\n",
    "train = values[:training_sample, :]\n",
    "test = values[training_sample:, :]\n",
    "# split into input and outputs\n",
    "train_X, train_y = train[:, :-1], train[:, -1]\n",
    "test_X, test_y = test[:, :-1], test[:, -1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6132, 1, 4) (6132,) (2627, 1, 4) (2627,)\n"
     ]
    }
   ],
   "source": [
    "# reshape input to be 3D [samples, time steps, features]\n",
    "train_X = train_X.reshape((train_X.shape[0], 1, train_X.shape[1]))\n",
    "test_X = test_X.reshape((test_X.shape[0], 1, test_X.shape[1]))\n",
    "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_lstm = Sequential()\n",
    "model_lstm.add(LSTM(75, return_sequences=True,input_shape=(train_X.shape[1], train_X.shape[2])))\n",
    "model_lstm.add(LSTM(units=30, return_sequences=True))\n",
    "model_lstm.add(LSTM(units=30))\n",
    "model_lstm.add(Dense(units=1))\n",
    "\n",
    "model_lstm.compile(loss='mae', optimizer='adam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (None, 1, 75)             24000     \n",
      "_________________________________________________________________\n",
      "lstm_2 (LSTM)                (None, 1, 30)             12720     \n",
      "_________________________________________________________________\n",
      "lstm_3 (LSTM)                (None, 30)                7320      \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 31        \n",
      "=================================================================\n",
      "Total params: 44,071\n",
      "Trainable params: 44,071\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model_lstm.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 6132 samples, validate on 2627 samples\n",
      "Epoch 1/10\n",
      "6132/6132 [==============================] - 7s 1ms/step - loss: 0.0807 - val_loss: 0.0511\n",
      "Epoch 2/10\n",
      "6132/6132 [==============================] - 1s 188us/step - loss: 0.0682 - val_loss: 0.0461\n",
      "Epoch 3/10\n",
      "6132/6132 [==============================] - 1s 188us/step - loss: 0.0522 - val_loss: 0.0429\n",
      "Epoch 4/10\n",
      "6132/6132 [==============================] - 1s 189us/step - loss: 0.0339 - val_loss: 0.0373\n",
      "Epoch 5/10\n",
      "6132/6132 [==============================] - 1s 188us/step - loss: 0.0309 - val_loss: 0.0342\n",
      "Epoch 6/10\n",
      "6132/6132 [==============================] - 1s 193us/step - loss: 0.0296 - val_loss: 0.0328\n",
      "Epoch 7/10\n",
      "6132/6132 [==============================] - 1s 190us/step - loss: 0.0287 - val_loss: 0.0328\n",
      "Epoch 8/10\n",
      "6132/6132 [==============================] - 1s 192us/step - loss: 0.0283 - val_loss: 0.0318\n",
      "Epoch 9/10\n",
      "6132/6132 [==============================] - 1s 190us/step - loss: 0.0281 - val_loss: 0.0314\n",
      "Epoch 10/10\n",
      "6132/6132 [==============================] - 1s 197us/step - loss: 0.0279 - val_loss: 0.0314\n"
     ]
    }
   ],
   "source": [
    "# fit network\n",
    "lstm_history = model_lstm.fit(train_X, train_y, epochs=10,validation_data=(test_X, test_y), batch_size=64, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_y =  model_lstm.predict(test_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#dont run this cell if you are running this cell than add \"validation_data=(test_X, test_y)\" in model_gru.fit()\n",
    "pyplot.plot(lstm_history.history['loss'], label='lstm train', color='brown')\n",
    "pyplot.plot(lstm_history.history['val_loss'], label='lstm test', color='blue')\n",
    "pyplot.legend()\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.12032521],\n",
       "       [0.13712738],\n",
       "       [0.16260163],\n",
       "       ...,\n",
       "       [0.11327913],\n",
       "       [0.05420054],\n",
       "       [0.05420054]], dtype=float32)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_y.reshape(2627,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.11496536],\n",
       "       [0.11698052],\n",
       "       [0.13223323],\n",
       "       ...,\n",
       "       [0.10340337],\n",
       "       [0.11451237],\n",
       "       [0.06170972]], dtype=float32)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0032669213\n",
      "0.437458157727479\n",
      "0.057156987909733434\n",
      "0.03140073\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (15,5)\n",
    "\n",
    "from sklearn.metrics import *\n",
    "from math import sqrt\n",
    "\n",
    "MSE = mean_squared_error(test_y, pred_y)\n",
    "R2 = r2_score(test_y, pred_y)\n",
    "RMSE = sqrt(mean_squared_error(test_y, pred_y))\n",
    "MAE = mean_absolute_error(test_y, pred_y)\n",
    "\n",
    "\n",
    "print(MSE)\n",
    "print(R2)\n",
    "print(RMSE)\n",
    "print(MAE)\n",
    "\n",
    "#plotting predicted test value vs actual test value\n",
    "plt.plot(test_y, label = 'Actual')\n",
    "plt.plot(pred_y, label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualization over full data\n",
    "tra = np.concatenate([train_X,test_X])\n",
    "tes = np.concatenate([train_y,test_y])\n",
    "fp = model_lstm.predict(tra)\n",
    "plt.plot(tes, label = 'Actual')\n",
    "plt.plot(fp, label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#over small part of data\n",
    "plt.plot(tes[:2000], label = 'Actual')\n",
    "plt.plot(fp[:2000], label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#over very small part of data\n",
    "plt.plot(tes[:500], label = 'Actual')\n",
    "plt.plot(fp[:500], label = 'Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
